OsventaIndustrial · 20–2,000 employees

Manufacturing & industrial: what your data is worth

Shop-floor records teach models industrial troubleshooting and quality reasoning: diagnosing failures, writing corrective actions and planning when things go wrong.

Get an estimateTypical range$100k–$1.5M
What labs license

The records that carry value

  • Work orders and maintenance tickets with failure codes, root cause and downtime
  • Quality records: nonconformance reports, CAPA and 8D reports with dispositions
  • Specs, process instructions and SOPs with their revision history
  • Machine and production logs tied to scrap and yield
  • Supplier quality records, purchase orders and deviation approvals
  • Engineering change notices with their reasons and downstream effects
  • Planning exceptions and how planners resolved them

What it takes to qualify

  • Three to five or more years of continuous production or maintenance history
  • Structured exports from ERP, MES or CMMS plus email and chat
  • Customer-owned drawings cleared under contract, or left out
  • Roughly 30+ employees, counting floor staff

Preparation & compliance

  • Export-controlled technical data screened and excluded
  • Customer names, customer part numbers and pricing removed
  • Operator identities removed from incident and quality records
What determines the price

What moves the number

Raises the value

  • Defects linked to the root cause and the fix that worked
  • Sensor data aligned with operator notes
  • Demanding sectors such as aerospace, medical devices or automotive
  • Long equipment histories that capture rare failures
  • Several plants, which make comparisons possible
  • Recorded decisions on deviations, waivers and supplier escalations

Lowers it

  • OEM drawings and specs you have no right to license
  • Paper travellers and batch records that were never digitised
  • Raw telemetry with no event context
  • Defence or ITAR work, which is normally excluded

Packaging can close the gap

Structure, linked outcomes and documentation are often what separates the low end of the range from the high end. If your data falls short on those, our optional packaging service can fix it before it reaches a buyer.

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